📄 ML Papers - linbolin1230 · Scour

Structured Representation Learning with Locally Linear Embeddings and Adaptive Feature Fusion

💬LLMs Academic

Active Learning with Low-Rank Structure for Data Selection

🔬AI Research Academic

Leveraging Energy Features for Surface Classification with Deep Learning: A Comparative Analysis Across Three Independent Datasets

🔬AI Research Academic

Generalization Bounds for Transformer-Based Next-Token Prediction in a Language Model

💬LLMs Academic

Functional Gradient Descent with Adaptive Representations

🔧MLOps Academic

Attribution-Guided and Coverage-Maximized Pruning for Structural MoE Compression

🔬AI Research Academic

Edge Flow: A Tractable and Predictive Continuous-Time Model for Gradient Descent at the Edge of Stability

🔬AI Research Academic

Gaussian Mixture Attention: Linear-Time Sequence Mixing via Probabilistic Latent Routing

💬LLMs Academic

Once-for-All: Scalable Simultaneous Forecasting via Equilibrium State Estimation

🔬AI Research Academic

Running hardware-aware neural architecture search on embedded devices under 512MB of RAM

🔧MLOps Academic

Sequential Kernel-based Conditional Independence Testing via Adaptive Betting

🔬AI Research Academic

Bounded Context Management for Tabular Foundation Models on Stream Learning

🔬AI Research Academic

Random Gradient-Free Optimization in Infinite Dimensional Spaces

🔢Vector DBs Academic

Learning-Augmented Approximation for Unrelated-Machines Makespan Scheduling

🔬AI Research Academic

Compact Geometric Representations of Hierarchies

🔬AI Research Academic

An affordable hardware-aware neural architecture search for deploying convolutional neural networks on ultra-low-power computing platforms

🔧MLOps Academic

A Hybrid LSTM--Vision Transformer Architecture for Predicting HRRR Forecast Errors

🔧MLOps Academic

Conservation Laws for Modern Neural Architectures

🔬AI Research Academic

Concatenated Matrix SVD: Compression Bounds, Incremental Approximation, and Error-Constrained Clustering

🔢Vector DBs Academic

ChronoSurv: A Clinical Pathway-Guided Graph Framework for Multimodal Survival Analysis

🔬AI Research Academic

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